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Build and evaluate classification models on the Titanic dataset in Python: run EDA and feature engineering, train logistic regression, and read confusion matrices and cross-validation.
Analyze IPOs end to end: work through book building, underwriting agreements, rights issues, and build valuation models using WACC, EBITDA, P/E multiples, and DCF.
Trace how a company goes public: the primary market, fixed price versus book building, IPO grading, merchant bankers, and Green Shoe Option stabilization before listing.
Build a complete 2D Flappy Chopper game in Unity: prepare sprites, set up camera tracking and physics, spawn obstacles, and add scoring, GUI, and game-over states.
Learn how lenders judge creditworthiness: work through the credit research process, credit rating agencies and regulations, KMV and Altman Z-Score models, and bank evaluation criteria.
Apply the IFRS 15 five-step model to recognize revenue: control transfer, percentage-of-completion, installment sales, franchise arrangements, contract modifications, and IFRS versus US GAAP comparisons.
Build desktop applications with Python's Tkinter: design buttons, labels, entry fields and list boxes, then add menus, radio buttons, scales, spin boxes and message boxes.
Analyze and plan retail strategy: apply the retail marketing mix, Situational Ethos Analysis, customer classification, catchment-area site selection, merchandise finance, pricing, and promotional integration.
Build the statistical foundation for machine learning: sampling methods, data types, probability distributions, matrices and determinants, hypothesis testing, confidence intervals, t-tests, Chi-square tests and covariance.
Navigate the cPanel dashboard, register domains and connect them to hosting, customize settings, manage user accounts, and handle files and media for website administration.
Practice hands-on exploitation with Kali Linux: build Android payloads, crack Windows and Linux password hashes, generate wordlists, test WEP/WPA/WPA2 wireless security, and maintain payload persistence.
Practice Python data structures: matrix operations, list concatenation, dictionary merging, collection arithmetic, sorting algorithms, binary search, and string manipulation through coding exercises and quizzes.
Administer Oracle 21c databases: manage instances and tablespaces, work with control files and undo, build tables, indexes and constraints, enforce user security, and apply blockchain tables.
Build and optimize artificial neural networks in Python: set up Anaconda and TensorFlow, preprocess and encode data, apply activation functions, and resample imbalanced customer churn data.
Analyze how hedge funds are structured and run: investment strategies, fee and remuneration models, series accounting, equalization methods, and capital account management for fair profit allocation.
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